Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.1 KiB |
| Average record size in memory | 88.3 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:50:22.638210 |
|---|---|
| Analysis finished | 2020-08-25 00:50:40.867080 |
| Duration | 18.23 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz5 is highly correlated with oz3 | High correlation |
oz3 is highly correlated with oz5 | High correlation |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.765476427972316e-10 |
|---|---|
| Minimum | -2.2574944496154785 |
| Maximum | 2.333986520767212 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.25749445 |
|---|---|
| 5-th percentile | -1.664599144 |
| Q1 | -0.78919743 |
| median | 0.04062976688 |
| Q3 | 0.7066226155 |
| 95-th percentile | 1.623239952 |
| Maximum | 2.333986521 |
| Range | 4.59148097 |
| Interquartile range (IQR) | 1.495820045 |
Descriptive statistics
| Standard deviation | 0.9999999964 |
|---|---|
| Coefficient of variation (CV) | -1478092500 |
| Kurtosis | -0.6757250358 |
| Mean | -6.765476428e-10 |
| Median Absolute Deviation (MAD) | 0.7391045019 |
| Skewness | -0.05112453848 |
| Sum | -3.382738214e-07 |
| Variance | 0.9999999928 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.679684341 | 1 | 0.2% | |
| 0.1182042137 | 1 | 0.2% | |
| 1.243455529 | 1 | 0.2% | |
| 0.614544332 | 1 | 0.2% | |
| -0.297999233 | 1 | 0.2% | |
| 0.08805007488 | 1 | 0.2% | |
| 1.236929655 | 1 | 0.2% | |
| -1.400920987 | 1 | 0.2% | |
| 0.5071402788 | 1 | 0.2% | |
| -2.25749445 | 1 | 0.2% | |
| 1.350224257 | 1 | 0.2% | |
| 0.5725801587 | 1 | 0.2% | |
| -0.4347282052 | 1 | 0.2% | |
| 0.6653581262 | 1 | 0.2% | |
| 1.442046642 | 1 | 0.2% | |
| 2.009095907 | 1 | 0.2% | |
| 0.5247664452 | 1 | 0.2% | |
| 0.4668422043 | 1 | 0.2% | |
| 0.9524513483 | 1 | 0.2% | |
| -0.06425006688 | 1 | 0.2% | |
| 1.287769556 | 1 | 0.2% | |
| -1.076837778 | 1 | 0.2% | |
| 0.7096276283 | 1 | 0.2% | |
| -1.422809482 | 1 | 0.2% | |
| 0.5052178502 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.25749445 | 1 | 0.2% | |
| -2.207326412 | 1 | 0.2% | |
| -2.092111111 | 1 | 0.2% | |
| -2.082896471 | 1 | 0.2% | |
| -2.071500778 | 1 | 0.2% | |
| -2.04451704 | 1 | 0.2% | |
| -2.017888546 | 1 | 0.2% | |
| -2.008601665 | 1 | 0.2% | |
| -2.00833416 | 1 | 0.2% | |
| -1.985179543 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.333986521 | 1 | 0.2% | |
| 2.238072395 | 1 | 0.2% | |
| 2.158913612 | 1 | 0.2% | |
| 2.133311749 | 1 | 0.2% | |
| 2.129144907 | 1 | 0.2% | |
| 2.095072269 | 1 | 0.2% | |
| 2.009095907 | 1 | 0.2% | |
| 2.0083251 | 1 | 0.2% | |
| 1.945784569 | 1 | 0.2% | |
| 1.921427488 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.939540177583695e-10 |
|---|---|
| Minimum | -1.7384207248687744 |
| Maximum | 1.6432623863220217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.738420725 |
|---|---|
| 5-th percentile | -1.595411408 |
| Q1 | -0.8511608839 |
| median | 0.004745978105 |
| Q3 | 0.8631366044 |
| 95-th percentile | 1.49386189 |
| Maximum | 1.643262386 |
| Range | 3.381683111 |
| Interquartile range (IQR) | 1.714297488 |
Descriptive statistics
| Standard deviation | 0.9999999972 |
|---|---|
| Coefficient of variation (CV) | 1006082756 |
| Kurtosis | -1.207661238 |
| Mean | 9.939540178e-10 |
| Median Absolute Deviation (MAD) | 0.8570299149 |
| Skewness | -0.06681402082 |
| Sum | 4.969770089e-07 |
| Variance | 0.9999999945 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.3955059648 | 1 | 0.2% | |
| 0.7962503433 | 1 | 0.2% | |
| 0.4651427269 | 1 | 0.2% | |
| -0.4645170271 | 1 | 0.2% | |
| -1.451327801 | 1 | 0.2% | |
| -0.3727224171 | 1 | 0.2% | |
| -0.9817768335 | 1 | 0.2% | |
| -0.5931079984 | 1 | 0.2% | |
| 0.5315893292 | 1 | 0.2% | |
| 1.539744854 | 1 | 0.2% | |
| 0.4274165928 | 1 | 0.2% | |
| 1.233179688 | 1 | 0.2% | |
| 1.643262386 | 1 | 0.2% | |
| 0.2545670867 | 1 | 0.2% | |
| -1.130673051 | 1 | 0.2% | |
| 0.3597224951 | 1 | 0.2% | |
| -1.683735132 | 1 | 0.2% | |
| 0.2169513851 | 1 | 0.2% | |
| -1.137444615 | 1 | 0.2% | |
| -1.009024143 | 1 | 0.2% | |
| 0.8294731379 | 1 | 0.2% | |
| 0.3341710865 | 1 | 0.2% | |
| -1.635970473 | 1 | 0.2% | |
| 0.9837778211 | 1 | 0.2% | |
| -1.276153922 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.738420725 | 1 | 0.2% | |
| -1.737028241 | 1 | 0.2% | |
| -1.72977078 | 1 | 0.2% | |
| -1.717760801 | 1 | 0.2% | |
| -1.714612007 | 1 | 0.2% | |
| -1.714346528 | 1 | 0.2% | |
| -1.710000038 | 1 | 0.2% | |
| -1.707470655 | 1 | 0.2% | |
| -1.697368145 | 1 | 0.2% | |
| -1.685495496 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.643262386 | 1 | 0.2% | |
| 1.640072107 | 1 | 0.2% | |
| 1.638265252 | 1 | 0.2% | |
| 1.613156796 | 1 | 0.2% | |
| 1.611633658 | 1 | 0.2% | |
| 1.60761416 | 1 | 0.2% | |
| 1.604460597 | 1 | 0.2% | |
| 1.599237561 | 1 | 0.2% | |
| 1.595974565 | 1 | 0.2% | |
| 1.594372153 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.759058356285095e-10 |
|---|---|
| Minimum | -2.041592836380005 |
| Maximum | 3.0931398868560787 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.041592836 |
|---|---|
| 5-th percentile | -1.325843465 |
| Q1 | -0.7353193462 |
| median | -0.2076342776 |
| Q3 | 0.6148765534 |
| 95-th percentile | 1.891593409 |
| Maximum | 3.093139887 |
| Range | 5.134732723 |
| Interquartile range (IQR) | 1.3501959 |
Descriptive statistics
| Standard deviation | 0.9999999989 |
|---|---|
| Coefficient of variation (CV) | -2101256013 |
| Kurtosis | -0.05884190209 |
| Mean | -4.759058356e-10 |
| Median Absolute Deviation (MAD) | 0.6436958835 |
| Skewness | 0.6847154757 |
| Sum | -2.379529178e-07 |
| Variance | 0.9999999977 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.4394523799 | 1 | 0.2% | |
| -1.059247136 | 1 | 0.2% | |
| -0.7307703495 | 1 | 0.2% | |
| 0.07259515673 | 1 | 0.2% | |
| -0.3079530001 | 1 | 0.2% | |
| -0.7610478997 | 1 | 0.2% | |
| -1.119758487 | 1 | 0.2% | |
| 2.134055614 | 1 | 0.2% | |
| 0.07340316474 | 1 | 0.2% | |
| 1.321639061 | 1 | 0.2% | |
| -1.065085173 | 1 | 0.2% | |
| -2.009080887 | 1 | 0.2% | |
| 2.637995243 | 1 | 0.2% | |
| -0.380043745 | 1 | 0.2% | |
| 1.068678141 | 1 | 0.2% | |
| 0.2786443233 | 1 | 0.2% | |
| -0.8909817934 | 1 | 0.2% | |
| 2.290385723 | 1 | 0.2% | |
| -0.3777636886 | 1 | 0.2% | |
| -1.209652901 | 1 | 0.2% | |
| -0.4773704112 | 1 | 0.2% | |
| -1.194036126 | 1 | 0.2% | |
| -0.377610743 | 1 | 0.2% | |
| -0.3193959594 | 1 | 0.2% | |
| -0.3820085824 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.041592836 | 1 | 0.2% | |
| -2.009080887 | 1 | 0.2% | |
| -2.006491899 | 1 | 0.2% | |
| -1.659279346 | 1 | 0.2% | |
| -1.633055449 | 1 | 0.2% | |
| -1.605046391 | 1 | 0.2% | |
| -1.576884151 | 1 | 0.2% | |
| -1.550856829 | 1 | 0.2% | |
| -1.548549414 | 1 | 0.2% | |
| -1.538263559 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 3.093139887 | 1 | 0.2% | |
| 3.033579588 | 1 | 0.2% | |
| 3.005881786 | 1 | 0.2% | |
| 2.910451889 | 1 | 0.2% | |
| 2.800241709 | 1 | 0.2% | |
| 2.637995243 | 1 | 0.2% | |
| 2.417511702 | 1 | 0.2% | |
| 2.393394947 | 1 | 0.2% | |
| 2.290385723 | 1 | 0.2% | |
| 2.284271717 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.622890502214432e-10 |
|---|---|
| Minimum | -1.7375524044036863 |
| Maximum | 1.8207112550735476 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.737552404 |
|---|---|
| 5-th percentile | -1.581777894 |
| Q1 | -0.8686255813 |
| median | 0.007074554451 |
| Q3 | 0.7598236501 |
| 95-th percentile | 1.614264351 |
| Maximum | 1.820711255 |
| Range | 3.558263659 |
| Interquartile range (IQR) | 1.628449231 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | -1039188796 |
| Kurtosis | -1.10033482 |
| Mean | -9.622890502e-10 |
| Median Absolute Deviation (MAD) | 0.8248062134 |
| Skewness | 0.02400012278 |
| Sum | -4.811445251e-07 |
| Variance | 0.9999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.662108183 | 1 | 0.2% | |
| -0.4744657278 | 1 | 0.2% | |
| 1.315086842 | 1 | 0.2% | |
| -1.733059525 | 1 | 0.2% | |
| -0.6907494068 | 1 | 0.2% | |
| 1.768580556 | 1 | 0.2% | |
| -1.404452443 | 1 | 0.2% | |
| 0.9807934761 | 1 | 0.2% | |
| 1.160809994 | 1 | 0.2% | |
| 1.504560709 | 1 | 0.2% | |
| 1.369792581 | 1 | 0.2% | |
| -0.5384149551 | 1 | 0.2% | |
| -0.9916214943 | 1 | 0.2% | |
| -0.2810883224 | 1 | 0.2% | |
| -0.2760494351 | 1 | 0.2% | |
| 0.2697036862 | 1 | 0.2% | |
| 0.4158770144 | 1 | 0.2% | |
| 1.379598856 | 1 | 0.2% | |
| -1.267016768 | 1 | 0.2% | |
| 0.2866338491 | 1 | 0.2% | |
| 1.707924724 | 1 | 0.2% | |
| 0.5882425308 | 1 | 0.2% | |
| 0.4733217061 | 1 | 0.2% | |
| 1.128131628 | 1 | 0.2% | |
| -1.290833235 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.737552404 | 1 | 0.2% | |
| -1.733059525 | 1 | 0.2% | |
| -1.730962753 | 1 | 0.2% | |
| -1.719960809 | 1 | 0.2% | |
| -1.707408428 | 1 | 0.2% | |
| -1.704694152 | 1 | 0.2% | |
| -1.701223016 | 1 | 0.2% | |
| -1.683303356 | 1 | 0.2% | |
| -1.678901911 | 1 | 0.2% | |
| -1.678302288 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.820711255 | 1 | 0.2% | |
| 1.820596576 | 1 | 0.2% | |
| 1.804382324 | 1 | 0.2% | |
| 1.771189332 | 1 | 0.2% | |
| 1.768580556 | 1 | 0.2% | |
| 1.767466784 | 1 | 0.2% | |
| 1.765687704 | 1 | 0.2% | |
| 1.761448145 | 1 | 0.2% | |
| 1.759770989 | 1 | 0.2% | |
| 1.747850418 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.2794120013713836e-10 |
|---|---|
| Minimum | -1.559006929397583 |
| Maximum | 4.075531482696533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.559006929 |
|---|---|
| 5-th percentile | -1.070742303 |
| Q1 | -0.7218126953 |
| median | -0.3281277269 |
| Q3 | 0.4684445783 |
| 95-th percentile | 1.997178966 |
| Maximum | 4.075531483 |
| Range | 5.634538412 |
| Interquartile range (IQR) | 1.190257274 |
Descriptive statistics
| Standard deviation | 0.9999999996 |
|---|---|
| Coefficient of variation (CV) | -4387096317 |
| Kurtosis | 1.496385304 |
| Mean | -2.279412001e-10 |
| Median Absolute Deviation (MAD) | 0.5199762359 |
| Skewness | 1.285194471 |
| Sum | -1.139706001e-07 |
| Variance | 0.9999999993 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.8672944903 | 1 | 0.2% | |
| -0.4139012396 | 1 | 0.2% | |
| 0.5169219971 | 1 | 0.2% | |
| -0.5462211967 | 1 | 0.2% | |
| -0.7760985494 | 1 | 0.2% | |
| -1.200762153 | 1 | 0.2% | |
| -1.267678022 | 1 | 0.2% | |
| 1.971990943 | 1 | 0.2% | |
| 1.379571915 | 1 | 0.2% | |
| -1.207466841 | 1 | 0.2% | |
| -0.1005439535 | 1 | 0.2% | |
| -0.7893992066 | 1 | 0.2% | |
| 0.4200916588 | 1 | 0.2% | |
| -0.6640043259 | 1 | 0.2% | |
| -0.4689208269 | 1 | 0.2% | |
| 0.9948355556 | 1 | 0.2% | |
| -1.00075376 | 1 | 0.2% | |
| -0.8001531959 | 1 | 0.2% | |
| 1.247080207 | 1 | 0.2% | |
| -0.4815554321 | 1 | 0.2% | |
| 0.4557418823 | 1 | 0.2% | |
| -0.341973573 | 1 | 0.2% | |
| -1.098688245 | 1 | 0.2% | |
| 1.160866261 | 1 | 0.2% | |
| -0.3326983154 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.559006929 | 1 | 0.2% | |
| -1.495304823 | 1 | 0.2% | |
| -1.418056846 | 1 | 0.2% | |
| -1.280587673 | 1 | 0.2% | |
| -1.269642472 | 1 | 0.2% | |
| -1.269520998 | 1 | 0.2% | |
| -1.267678022 | 1 | 0.2% | |
| -1.236086726 | 1 | 0.2% | |
| -1.23215735 | 1 | 0.2% | |
| -1.225723624 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 4.075531483 | 1 | 0.2% | |
| 3.95964694 | 1 | 0.2% | |
| 3.653910637 | 1 | 0.2% | |
| 3.424901009 | 1 | 0.2% | |
| 3.172862053 | 1 | 0.2% | |
| 2.97548914 | 1 | 0.2% | |
| 2.89472723 | 1 | 0.2% | |
| 2.752356052 | 1 | 0.2% | |
| 2.736791849 | 1 | 0.2% | |
| 2.687233448 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.972121220944928e-10 |
|---|---|
| Minimum | -1.685320258140564 |
| Maximum | 1.6249237060546875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.685320258 |
|---|---|
| 5-th percentile | -1.548834127 |
| Q1 | -0.869287774 |
| median | 0.01500059571 |
| Q3 | 0.9052449614 |
| 95-th percentile | 1.475484806 |
| Maximum | 1.624923706 |
| Range | 3.310243964 |
| Interquartile range (IQR) | 1.774532735 |
Descriptive statistics
| Standard deviation | 0.9999999984 |
|---|---|
| Coefficient of variation (CV) | -1254371290 |
| Kurtosis | -1.286844787 |
| Mean | -7.972121221e-10 |
| Median Absolute Deviation (MAD) | 0.8886463642 |
| Skewness | -0.07847586835 |
| Sum | -3.98606061e-07 |
| Variance | 0.9999999968 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.6318340898 | 1 | 0.2% | |
| -0.6311933398 | 1 | 0.2% | |
| -0.9524537325 | 1 | 0.2% | |
| 1.229130149 | 1 | 0.2% | |
| 1.296431541 | 1 | 0.2% | |
| -0.7835145593 | 1 | 0.2% | |
| -0.07535650581 | 1 | 0.2% | |
| 0.07137157023 | 1 | 0.2% | |
| -0.3400021493 | 1 | 0.2% | |
| -0.8333258629 | 1 | 0.2% | |
| -0.8128201365 | 1 | 0.2% | |
| 1.158850789 | 1 | 0.2% | |
| 0.2721354961 | 1 | 0.2% | |
| -1.578789473 | 1 | 0.2% | |
| 1.188167095 | 1 | 0.2% | |
| 1.42254591 | 1 | 0.2% | |
| -1.319085717 | 1 | 0.2% | |
| -0.314132899 | 1 | 0.2% | |
| -1.348855257 | 1 | 0.2% | |
| -1.602249146 | 1 | 0.2% | |
| -0.4176528752 | 1 | 0.2% | |
| 0.3253857195 | 1 | 0.2% | |
| 1.237022161 | 1 | 0.2% | |
| -0.7981991768 | 1 | 0.2% | |
| -0.9550391436 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.685320258 | 1 | 0.2% | |
| -1.672634244 | 1 | 0.2% | |
| -1.671383619 | 1 | 0.2% | |
| -1.663326144 | 1 | 0.2% | |
| -1.663229823 | 1 | 0.2% | |
| -1.662198901 | 1 | 0.2% | |
| -1.65739727 | 1 | 0.2% | |
| -1.657392859 | 1 | 0.2% | |
| -1.656214118 | 1 | 0.2% | |
| -1.654507279 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.624923706 | 1 | 0.2% | |
| 1.609884739 | 1 | 0.2% | |
| 1.604030728 | 1 | 0.2% | |
| 1.603407383 | 1 | 0.2% | |
| 1.590975285 | 1 | 0.2% | |
| 1.574296713 | 1 | 0.2% | |
| 1.573390961 | 1 | 0.2% | |
| 1.567849159 | 1 | 0.2% | |
| 1.563457966 | 1 | 0.2% | |
| 1.561043143 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.428889274597168e-09 |
|---|---|
| Minimum | -1.739501714706421 |
| Maximum | 1.7392500638961792 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.739501715 |
|---|---|
| 5-th percentile | -1.568450004 |
| Q1 | -0.8606422842 |
| median | 0.01207866985 |
| Q3 | 0.8538070172 |
| 95-th percentile | 1.541072178 |
| Maximum | 1.739250064 |
| Range | 3.478751779 |
| Interquartile range (IQR) | 1.714449301 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 411710822.5 |
| Kurtosis | -1.190305638 |
| Mean | 2.428889275e-09 |
| Median Absolute Deviation (MAD) | 0.8556887479 |
| Skewness | -0.02488211445 |
| Sum | 1.214444637e-06 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.5097650886 | 1 | 0.2% | |
| 0.5901919603 | 1 | 0.2% | |
| 0.834309876 | 1 | 0.2% | |
| 1.127471924 | 1 | 0.2% | |
| 1.666679978 | 1 | 0.2% | |
| 0.6974394917 | 1 | 0.2% | |
| 1.352231383 | 1 | 0.2% | |
| 0.7278740406 | 1 | 0.2% | |
| 1.189117312 | 1 | 0.2% | |
| 1.620417237 | 1 | 0.2% | |
| 0.9371606708 | 1 | 0.2% | |
| 1.02997613 | 1 | 0.2% | |
| -0.2246950269 | 1 | 0.2% | |
| 1.232854843 | 1 | 0.2% | |
| -1.199913859 | 1 | 0.2% | |
| -1.063198328 | 1 | 0.2% | |
| 0.1514606029 | 1 | 0.2% | |
| 0.9915625453 | 1 | 0.2% | |
| 0.9700787067 | 1 | 0.2% | |
| 0.6087517738 | 1 | 0.2% | |
| 0.2241086662 | 1 | 0.2% | |
| 0.6683257222 | 1 | 0.2% | |
| -1.717811584 | 1 | 0.2% | |
| -1.648388743 | 1 | 0.2% | |
| 1.354157209 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.739501715 | 1 | 0.2% | |
| -1.739087224 | 1 | 0.2% | |
| -1.728659272 | 1 | 0.2% | |
| -1.717986107 | 1 | 0.2% | |
| -1.717811584 | 1 | 0.2% | |
| -1.711669922 | 1 | 0.2% | |
| -1.710000753 | 1 | 0.2% | |
| -1.67702353 | 1 | 0.2% | |
| -1.658830285 | 1 | 0.2% | |
| -1.649056792 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.739250064 | 1 | 0.2% | |
| 1.729641318 | 1 | 0.2% | |
| 1.699837923 | 1 | 0.2% | |
| 1.697892189 | 1 | 0.2% | |
| 1.696244359 | 1 | 0.2% | |
| 1.695195079 | 1 | 0.2% | |
| 1.691970825 | 1 | 0.2% | |
| 1.683462858 | 1 | 0.2% | |
| 1.670478344 | 1 | 0.2% | |
| 1.666679978 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0884832590818405e-09 |
|---|---|
| Minimum | -1.8605743646621704 |
| Maximum | 1.6176687479019165 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.860574365 |
|---|---|
| 5-th percentile | -1.650012505 |
| Q1 | -0.789412275 |
| median | 0.05144590326 |
| Q3 | 0.8508638293 |
| 95-th percentile | 1.494103491 |
| Maximum | 1.617668748 |
| Range | 3.478243113 |
| Interquartile range (IQR) | 1.640276104 |
Descriptive statistics
| Standard deviation | 0.9999999982 |
|---|---|
| Coefficient of variation (CV) | -918709580.4 |
| Kurtosis | -1.137472646 |
| Mean | -1.088483259e-09 |
| Median Absolute Deviation (MAD) | 0.8278446775 |
| Skewness | -0.1553528473 |
| Sum | -5.442416295e-07 |
| Variance | 0.9999999965 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.218738079 | 1 | 0.2% | |
| 0.006830942351 | 1 | 0.2% | |
| 0.9233388305 | 1 | 0.2% | |
| 1.124053955 | 1 | 0.2% | |
| 1.160806179 | 1 | 0.2% | |
| -0.4640301466 | 1 | 0.2% | |
| 1.2740556 | 1 | 0.2% | |
| 0.1966151744 | 1 | 0.2% | |
| 0.6360702515 | 1 | 0.2% | |
| -1.365893245 | 1 | 0.2% | |
| 0.5291115642 | 1 | 0.2% | |
| -1.149102926 | 1 | 0.2% | |
| 0.8802163601 | 1 | 0.2% | |
| 1.320983648 | 1 | 0.2% | |
| 0.4898919463 | 1 | 0.2% | |
| -1.268258333 | 1 | 0.2% | |
| -0.4934623837 | 1 | 0.2% | |
| 0.2027224153 | 1 | 0.2% | |
| 0.9007336497 | 1 | 0.2% | |
| 1.561198235 | 1 | 0.2% | |
| 0.7569414973 | 1 | 0.2% | |
| 1.526485205 | 1 | 0.2% | |
| -1.768125415 | 1 | 0.2% | |
| 0.05452660471 | 1 | 0.2% | |
| 1.510142088 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.860574365 | 1 | 0.2% | |
| -1.85348618 | 1 | 0.2% | |
| -1.851480126 | 1 | 0.2% | |
| -1.850452542 | 1 | 0.2% | |
| -1.84267199 | 1 | 0.2% | |
| -1.830333829 | 1 | 0.2% | |
| -1.829896927 | 1 | 0.2% | |
| -1.804139853 | 1 | 0.2% | |
| -1.78158915 | 1 | 0.2% | |
| -1.775892377 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.617668748 | 1 | 0.2% | |
| 1.588521123 | 1 | 0.2% | |
| 1.586094975 | 1 | 0.2% | |
| 1.585579038 | 1 | 0.2% | |
| 1.584754825 | 1 | 0.2% | |
| 1.561198235 | 1 | 0.2% | |
| 1.560586691 | 1 | 0.2% | |
| 1.55957377 | 1 | 0.2% | |
| 1.555810213 | 1 | 0.2% | |
| 1.554318666 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.539025783538818e-11 |
|---|---|
| Minimum | -1.635672688484192 |
| Maximum | 1.7711092233657837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.635672688 |
|---|---|
| 5-th percentile | -1.442635465 |
| Q1 | -0.908704862 |
| median | -0.08834097162 |
| Q3 | 0.8935285211 |
| 95-th percentile | 1.544143826 |
| Maximum | 1.771109223 |
| Range | 3.406781912 |
| Interquartile range (IQR) | 1.802233383 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 2.825636379e+10 |
| Kurtosis | -1.304143864 |
| Mean | 3.539025784e-11 |
| Median Absolute Deviation (MAD) | 0.9109911025 |
| Skewness | 0.08943870187 |
| Sum | 1.769512892e-08 |
| Variance | 0.9999999999 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6549813747 | 1 | 0.2% | |
| -0.4786652923 | 1 | 0.2% | |
| -0.4283270836 | 1 | 0.2% | |
| -1.405700326 | 1 | 0.2% | |
| -1.025806785 | 1 | 0.2% | |
| 0.9328991771 | 1 | 0.2% | |
| 0.8914057612 | 1 | 0.2% | |
| 0.2845251858 | 1 | 0.2% | |
| -0.5373958349 | 1 | 0.2% | |
| -0.9747235775 | 1 | 0.2% | |
| -1.369722009 | 1 | 0.2% | |
| -0.8733382821 | 1 | 0.2% | |
| -0.121397689 | 1 | 0.2% | |
| 0.9723623395 | 1 | 0.2% | |
| 0.8538104892 | 1 | 0.2% | |
| 1.290402055 | 1 | 0.2% | |
| 0.9026848674 | 1 | 0.2% | |
| -0.1676476598 | 1 | 0.2% | |
| -1.309226155 | 1 | 0.2% | |
| 0.2428410947 | 1 | 0.2% | |
| -1.113920689 | 1 | 0.2% | |
| -0.8069636822 | 1 | 0.2% | |
| 0.04396547377 | 1 | 0.2% | |
| -1.311019897 | 1 | 0.2% | |
| -1.191367149 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.635672688 | 1 | 0.2% | |
| -1.635269642 | 1 | 0.2% | |
| -1.634293675 | 1 | 0.2% | |
| -1.617108345 | 1 | 0.2% | |
| -1.604932308 | 1 | 0.2% | |
| -1.599984646 | 1 | 0.2% | |
| -1.587537646 | 1 | 0.2% | |
| -1.58471787 | 1 | 0.2% | |
| -1.583773613 | 1 | 0.2% | |
| -1.575000405 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.771109223 | 1 | 0.2% | |
| 1.758221745 | 1 | 0.2% | |
| 1.736842275 | 1 | 0.2% | |
| 1.712473392 | 1 | 0.2% | |
| 1.708699822 | 1 | 0.2% | |
| 1.69385922 | 1 | 0.2% | |
| 1.691572309 | 1 | 0.2% | |
| 1.691559315 | 1 | 0.2% | |
| 1.669677258 | 1 | 0.2% | |
| 1.666847944 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5180786223397717e-10 |
|---|---|
| Minimum | -1.8096053600311282 |
| Maximum | 1.6645196676254272 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.80960536 |
|---|---|
| 5-th percentile | -1.648106283 |
| Q1 | -0.8015163392 |
| median | 0.06305923127 |
| Q3 | 0.8291240931 |
| 95-th percentile | 1.536393189 |
| Maximum | 1.664519668 |
| Range | 3.474125028 |
| Interquartile range (IQR) | 1.630640432 |
Descriptive statistics
| Standard deviation | 0.9999999997 |
|---|---|
| Coefficient of variation (CV) | 2213330230 |
| Kurtosis | -1.127871332 |
| Mean | 4.518078622e-10 |
| Median Absolute Deviation (MAD) | 0.8189929724 |
| Skewness | -0.115055152 |
| Sum | 2.259039311e-07 |
| Variance | 0.9999999995 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.179686427 | 1 | 0.2% | |
| 0.2872790992 | 1 | 0.2% | |
| 1.254242659 | 1 | 0.2% | |
| -0.6671507955 | 1 | 0.2% | |
| 1.123681903 | 1 | 0.2% | |
| -0.756177783 | 1 | 0.2% | |
| 0.3458640873 | 1 | 0.2% | |
| 1.29947412 | 1 | 0.2% | |
| -0.1133626923 | 1 | 0.2% | |
| -0.7982599139 | 1 | 0.2% | |
| -1.551436067 | 1 | 0.2% | |
| -1.24480617 | 1 | 0.2% | |
| 1.456946254 | 1 | 0.2% | |
| 0.2780002058 | 1 | 0.2% | |
| 0.3139289916 | 1 | 0.2% | |
| -0.6556132436 | 1 | 0.2% | |
| 0.8324019313 | 1 | 0.2% | |
| -1.74677825 | 1 | 0.2% | |
| 0.7239772081 | 1 | 0.2% | |
| -0.01278398093 | 1 | 0.2% | |
| -0.002053425414 | 1 | 0.2% | |
| -1.119846344 | 1 | 0.2% | |
| -0.5552754402 | 1 | 0.2% | |
| -1.576888919 | 1 | 0.2% | |
| -1.381577373 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.80960536 | 1 | 0.2% | |
| -1.797227621 | 1 | 0.2% | |
| -1.786782861 | 1 | 0.2% | |
| -1.78619945 | 1 | 0.2% | |
| -1.781599164 | 1 | 0.2% | |
| -1.77760911 | 1 | 0.2% | |
| -1.770030022 | 1 | 0.2% | |
| -1.757893085 | 1 | 0.2% | |
| -1.74677825 | 1 | 0.2% | |
| -1.745888829 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.664519668 | 1 | 0.2% | |
| 1.659751058 | 1 | 0.2% | |
| 1.658983588 | 1 | 0.2% | |
| 1.658067942 | 1 | 0.2% | |
| 1.648756504 | 1 | 0.2% | |
| 1.646957397 | 1 | 0.2% | |
| 1.638182044 | 1 | 0.2% | |
| 1.625840545 | 1 | 0.2% | |
| 1.624508142 | 1 | 0.2% | |
| 1.619264007 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5529956043944824e-10 |
|---|---|
| Minimum | -2.369097948074341 |
| Maximum | 3.547152042388916 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.369097948 |
|---|---|
| 5-th percentile | -1.811126196 |
| Q1 | -0.6547327042 |
| median | 0.121041894 |
| Q3 | 0.6275521368 |
| 95-th percentile | 1.424955368 |
| Maximum | 3.547152042 |
| Range | 5.91624999 |
| Interquartile range (IQR) | 1.282284841 |
Descriptive statistics
| Standard deviation | 0.9999999956 |
|---|---|
| Coefficient of variation (CV) | 2814526408 |
| Kurtosis | 0.3960349997 |
| Mean | 3.552995604e-10 |
| Median Absolute Deviation (MAD) | 0.6272260547 |
| Skewness | -0.002101925167 |
| Sum | 1.776497802e-07 |
| Variance | 0.9999999912 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.2636711299 | 1 | 0.2% | |
| 1.352301002 | 1 | 0.2% | |
| 0.395191282 | 1 | 0.2% | |
| -0.156824559 | 1 | 0.2% | |
| -0.2191745192 | 1 | 0.2% | |
| 0.9163662195 | 1 | 0.2% | |
| 0.6898044348 | 1 | 0.2% | |
| -2.048284292 | 1 | 0.2% | |
| -0.4540250599 | 1 | 0.2% | |
| 0.4782044291 | 1 | 0.2% | |
| -1.884388447 | 1 | 0.2% | |
| -2.235808611 | 1 | 0.2% | |
| -2.063935041 | 1 | 0.2% | |
| -1.813222885 | 1 | 0.2% | |
| 1.1647892 | 1 | 0.2% | |
| -2.072737694 | 1 | 0.2% | |
| -0.6190508604 | 1 | 0.2% | |
| 1.589390159 | 1 | 0.2% | |
| 1.096455455 | 1 | 0.2% | |
| -0.2243192941 | 1 | 0.2% | |
| 0.01534442697 | 1 | 0.2% | |
| -0.2793081999 | 1 | 0.2% | |
| 0.228366524 | 1 | 0.2% | |
| 0.1127185896 | 1 | 0.2% | |
| -1.852410436 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.369097948 | 1 | 0.2% | |
| -2.344501019 | 1 | 0.2% | |
| -2.321278334 | 1 | 0.2% | |
| -2.235808611 | 1 | 0.2% | |
| -2.182085991 | 1 | 0.2% | |
| -2.155472755 | 1 | 0.2% | |
| -2.151065826 | 1 | 0.2% | |
| -2.14726615 | 1 | 0.2% | |
| -2.073504686 | 1 | 0.2% | |
| -2.072737694 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 3.547152042 | 1 | 0.2% | |
| 3.44965744 | 1 | 0.2% | |
| 3.273694038 | 1 | 0.2% | |
| 3.026330948 | 1 | 0.2% | |
| 2.802647114 | 1 | 0.2% | |
| 2.56928277 | 1 | 0.2% | |
| 2.48720026 | 1 | 0.2% | |
| 2.404831409 | 1 | 0.2% | |
| 2.213628769 | 1 | 0.2% | |
| 2.152410746 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.679684 | 0.952877 | -0.775190 | -1.733060 | -0.646589 | 0.034433 | 1.041780 | -0.959160 | 1.428423 | -1.138218 | -2.344501 |
| 1 | -1.179604 | -1.153223 | -0.833558 | 0.499121 | -0.814107 | -1.257863 | 0.590192 | -0.604118 | -0.819732 | 0.565932 | 0.318339 |
| 2 | -1.438627 | -1.058979 | -0.867938 | 1.201597 | -1.138270 | -0.819749 | 1.201329 | 0.226787 | 1.150329 | 0.668066 | 0.412499 |
| 3 | -0.994038 | -1.632690 | -1.160491 | -0.702969 | -0.895909 | -0.631834 | -1.169687 | -0.934518 | 0.432285 | 0.298222 | -0.143536 |
| 4 | 1.733637 | 1.218325 | -0.346761 | -1.456528 | -0.165564 | -0.783515 | -1.137522 | -0.399117 | 1.154339 | -1.415455 | 0.028061 |
| 5 | 0.514818 | 0.334171 | 0.159119 | -0.125020 | 0.365906 | -0.196987 | -0.671831 | 1.354768 | -0.461568 | -0.415624 | -0.780270 |
| 6 | -1.526539 | -1.391847 | -1.312425 | -0.803206 | -0.937146 | 0.450759 | -1.209131 | -1.594287 | 1.585179 | -1.198747 | -0.129644 |
| 7 | 0.666248 | 0.387368 | 0.211212 | -0.006532 | 0.208875 | -1.396638 | 0.469714 | 0.004992 | -0.897053 | -1.351189 | -1.253659 |
| 8 | 0.186038 | -0.148631 | -0.907602 | -1.060858 | -0.846474 | -1.166145 | 1.195942 | -0.246845 | 1.048381 | 0.527760 | 0.207132 |
| 9 | 0.953923 | 1.421011 | 0.455650 | -0.996373 | 0.762266 | -0.867780 | 0.788230 | -0.767805 | -1.378630 | -0.568255 | -0.844768 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | -0.979647 | -1.449767 | -1.093835 | -1.148401 | -0.898184 | -0.214492 | 1.442779 | -0.846577 | -0.936026 | 0.236317 | -0.619051 |
| 491 | 0.524766 | 0.453924 | 0.459566 | -0.033952 | 0.388096 | -0.084985 | 0.931428 | 1.449754 | -0.861209 | -0.798260 | -1.068016 |
| 492 | 0.322854 | 1.288643 | 0.209383 | -1.385455 | 0.237856 | -0.036729 | -1.117916 | -1.109411 | 0.889553 | -0.416984 | -2.052412 |
| 493 | 0.537646 | 0.599059 | 0.243351 | 0.093565 | 0.072084 | -0.336743 | 1.117815 | 0.924267 | -1.463426 | 1.638182 | -1.604441 |
| 494 | -0.528827 | -0.113399 | 0.896461 | 1.405601 | 0.004000 | -1.367290 | 1.337680 | -0.493462 | 1.477803 | 1.456946 | 1.505719 |
| 495 | -0.321338 | 0.480333 | -1.032417 | -0.957035 | -1.081581 | -1.602249 | 1.670478 | -0.406171 | 1.544095 | -1.008897 | -0.156825 |
| 496 | -0.822729 | -0.118590 | 0.414765 | 1.555924 | 0.413218 | 1.228889 | -0.174920 | -0.810374 | -0.927100 | 1.599359 | 1.515751 |
| 497 | 0.365498 | 1.050712 | 1.777654 | 1.137905 | 1.275562 | -0.769166 | -0.713310 | 0.316179 | 0.140309 | -0.976387 | -0.844423 |
| 498 | -0.810828 | -1.528588 | -1.093910 | 0.374872 | -0.601828 | 0.460395 | 0.224109 | 0.694046 | -0.633195 | -1.112930 | 0.439787 |
| 499 | -1.149479 | -1.571808 | -0.964699 | 0.746660 | -0.927504 | 0.460594 | 0.344320 | -1.132437 | 1.130537 | -1.439123 | 0.108033 |